Junkai Zhang
8 papers · 2023–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Silver
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Interdisciplinary Bridge ยท Bronze
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Taxonomy Completionist
(18)
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The Questioner
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Research topics
Keywords
large language model
(3)
reward-free exploration
(2)
sample efficiency
(1)
epistemic uncertainty
(1)
machine translation
(1)
text generation
(1)
sharpness-aware minimization
(1)
linear mixture mdp
(1)
loss landscape
(1)
iterative refinement
(1)
label noise
(1)
protein structure prediction
(1)
protein design
(1)
diffusion model
(1)
cooperative multi-agent system
(1)
sample complexity
(1)
intrinsic reward
(1)
feature learning
(1)
protein language model
(1)
stochastic gradient descent
(1)
Papers
MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design
NAACL 2025
Protein Large Language Models: A Comprehensive Survey
EMNLP 2025
Training LLMs for Optimization Modeling via Iterative Data Synthesis and Structured Validation
EMNLP 2025
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time
NeurIPS 2024
Intrinsic Action Tendency Consistency for Cooperative Multi-Agent Reinforcement Learning
AAAI 2024
Uncertainty-Aware Reward-Free Exploration with General Function Approximation
ICML 2024
Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs
ICML 2023
Why Does Sharpness-Aware Minimization Generalize Better Than SGD?
NeurIPS 2023